Facilitating tourists' decision making through open data analyses: a novel recommender system
Article
Pantano, E., Priporas, C., Stylos, N. and Dennis, C. 2019. Facilitating tourists' decision making through open data analyses: a novel recommender system. Tourism Management Perspectives. 31, pp. 323-331. https://doi.org/10.1016/j.tmp.2019.06.003
| Type | Article |
|---|---|
| Title | Facilitating tourists' decision making through open data analyses: a novel recommender system |
| Authors | Pantano, E., Priporas, C., Stylos, N. and Dennis, C. |
| Abstract | A number of studies have recently been published reporting researchers' efforts to create new, more efficient recommender systems to support tourists' decision making. This current research operationalizes a recommender system by filtering user-generated data that is abundantly available online, based on individuals' evaluation criteria, to produce a dataset for analysis. Drawing upon an array of predictive models, this research proposes a new recommender system able to facilitate the tourist decision making process through successful managing of open data. It further presents a rating estimation method using ratings that pertain to online users-specified criteria (profile). The model is able to predict consumers' ratings of a certain product with high reliability starting from open data on their profiles. |
| Keywords | Recommender system; Tourist decision making process; Consumer information processing; Classifier systems; Open data analysis |
| Sustainable Development Goals | 3 Good health and well-being |
| Middlesex University Theme | Health & Wellbeing |
| Publisher | Elsevier |
| Journal | Tourism Management Perspectives |
| ISSN | 2211-9736 |
| Electronic | 2211-9744 |
| Publication dates | |
| Online | 02 Jul 2019 |
| Jul 2019 | |
| Publication process dates | |
| Submitted | 02 Nov 2018 |
| Deposited | 21 May 2024 |
| Output status | Published |
| Digital Object Identifier (DOI) | https://doi.org/10.1016/j.tmp.2019.06.003 |
| Scopus EID | 2-s2.0-85068120047 |
| Web of Science identifier | WOS:000477800800029 |
| Language | English |
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Pantano, E., Rese, A. and Baier, D. 2017. Enhancing the online decision-making process by using augmented reality: a two country comparison of youth markets. Journal of Retailing and Consumer Services. 38, pp. 81-95. https://doi.org/10.1016/j.jretconser.2017.05.011Does the innovation-orientation lead to retail industry growth? Empirical evidence from patent analysis
Pantano, E., Priporas, C., Sorace, S. and Iazzolino, G. 2017. Does the innovation-orientation lead to retail industry growth? Empirical evidence from patent analysis. Journal of Retailing and Consumer Services. 34, pp. 88-94. https://doi.org/10.1016/j.jretconser.2016.10.001Understanding the effect of smart retail brand - consumer communications via mobile instant messaging (MIM) - an empirical study in the Chinese context
Vazquez, D., Dennis, C. and Zhang, Y. 2017. Understanding the effect of smart retail brand - consumer communications via mobile instant messaging (MIM) - an empirical study in the Chinese context. Computers in Human Behavior. 77, pp. 425-436. https://doi.org/10.1016/j.chb.2017.08.018Service quality, satisfaction, and customer loyalty in Airbnb accommodation in Thailand
Priporas, C., Stylos, N., Vedanthachari, L. and Santiwatana, P. 2017. Service quality, satisfaction, and customer loyalty in Airbnb accommodation in Thailand. International Journal of Tourism Research. 19 (6), pp. 693-704. https://doi.org/10.1002/jtr.2141Preferences of smart shopping channels and their impact on perceived wellbeing and social inclusion
Papagiannidis, S., Bourlakis, M., Alamanos, E. and Dennis, C. 2017. Preferences of smart shopping channels and their impact on perceived wellbeing and social inclusion. Computers in Human Behavior. 77, pp. 396-405. https://doi.org/10.1016/j.chb.2017.04.029Towards a framework for identifying attitudes and intentions to music acquisition from legal and illegal channels
Dilmperi, A., King, T. and Dennis, C. 2017. Towards a framework for identifying attitudes and intentions to music acquisition from legal and illegal channels. Psychology and Marketing. 34 (4), pp. 428-447. https://doi.org/10.1002/mar.20998To immerse or not? Experimenting with two virtual retail environments
Papagiannidis, S., Pantano, E., See-to, E., Dennis, C. and Bourlakis, M. 2017. To immerse or not? Experimenting with two virtual retail environments. Information Technology and People. 30 (1), pp. 163-188. https://doi.org/10.1108/ITP-03-2015-0069Exploring the forms of sociality mediated by innovative technologies in retail settings
Pantano, E. and Gandini, A. 2017. Exploring the forms of sociality mediated by innovative technologies in retail settings. Computers in Human Behavior. 77, pp. 367-373. https://doi.org/10.1016/j.chb.2017.02.036Generation Z consumers' expectations of interactions in smart retailing: a future agenda
Priporas, C., Stylos, N. and Fotiadis, A. 2017. Generation Z consumers' expectations of interactions in smart retailing: a future agenda. Computers in Human Behavior. 77, pp. 374-381. https://doi.org/10.1016/j.chb.2017.01.058Unraveling the diverse nature of service quality in a sharing economy: a social exchange theory perspective of Airbnb accommodation
Priporas, C., Stylos, N., Rahimi, R. and Vedanthachari, L. 2017. Unraveling the diverse nature of service quality in a sharing economy: a social exchange theory perspective of Airbnb accommodation. International Journal of Contemporary Hospitality Management. 29 (9), pp. 2279-2301. https://doi.org/10.1108/IJCHM-08-2016-0420Household behavior on food security during an economic crisis
Kamenidou, I., Rigas, K. and Priporas, C. 2017. Household behavior on food security during an economic crisis. in: Food Security and Sustainability Palgrave Macmillan. pp. 243-261'You will like it!' Using open data to predict tourists' responses to a tourist attraction
Pantano, E., Priporas, C. and Stylos, N. 2017. 'You will like it!' Using open data to predict tourists' responses to a tourist attraction. Tourism Management. 60, pp. 430-438. https://doi.org/10.1016/j.tourman.2016.12.020Managing consumers' dynamics within the emerging smart retail settings: introduction to the special issue
Pantano, E., Priporas, C. and Dennis, C. 2017. Managing consumers' dynamics within the emerging smart retail settings: introduction to the special issue. Technological Forecasting and Social Change. 124, pp. 225-227. https://doi.org/10.1016/j.techfore.2017.06.018Exploring the origin of retail stores in Europe: evidence from Southern Italy from the 6th century BCE to the 3rd century BCE
Pantano, E. and Dennis, C. 2017. Exploring the origin of retail stores in Europe: evidence from Southern Italy from the 6th century BCE to the 3rd century BCE. Journal of Retailing and Consumer Services. 39, pp. 243-249. https://doi.org/10.1016/j.jretconser.2017.08.020Information technology and marketing performance within international market-entry alliances: a review and an integrated conceptual framework
Zhao, S. and Priporas, C. 2017. Information technology and marketing performance within international market-entry alliances: a review and an integrated conceptual framework. International Marketing Review. 34 (1), pp. 5-28. https://doi.org/10.1108/IMR-01-2016-0024The role of brand attachment strength in higher education
Dennis, C., Papagiannidis, S., Alamanos, E. and Bourlakis, M. 2016. The role of brand attachment strength in higher education. Journal of Business Research. 69 (8), pp. 3049-3057. https://doi.org/10.1016/j.jbusres.2016.01.020Benefits and risks associated with time choice of innovating in retail settings
Pantano, E. 2016. Benefits and risks associated with time choice of innovating in retail settings. International Journal of Retail & Distribution Management. 44 (1), pp. 58-70. https://doi.org/10.1108/IJRDM-03-2015-0047Engaging consumer through the storefront: evidences from integrating interactive technologies
Pantano, E. 2016. Engaging consumer through the storefront: evidences from integrating interactive technologies. Journal of Retailing and Consumer Services. 28, pp. 149-154. https://doi.org/10.1016/j.jretconser.2015.09.007The effect of mobile retailing effect on consumption experiences: a dynamic perspective
Pantano, E. and Priporas, C. 2016. The effect of mobile retailing effect on consumption experiences: a dynamic perspective. Computers in Human Behavior. 61, pp. 548-555. https://doi.org/10.1016/j.chb.2016.03.071Website design quality and usage behavior: Unified Theory of Acceptance and Use of Technology
Al-Qeisi, K., Dennis, C., Alamanos, E. and Jayawardhena, C. 2014. Website design quality and usage behavior: Unified Theory of Acceptance and Use of Technology. Journal of Business Research. 67 (11), pp. 2282-2290. https://doi.org/10.1016/j.jbusres.2014.06.016Competitive intelligence organization in practice: the case of a multinational retailer
Gatsoris, L., Priporas, C. and Theodoridis, C. 2015. Competitive intelligence organization in practice: the case of a multinational retailer. in: Vrontis, D., Sakka, G. and Amirkhanpour, M. (ed.) Management Innovation, Entrepreneurship: A Global Perspective Newcastle upon Tyne, UK Cambridge Scholars Publishing. pp. 152-182Continuities in marketing sensing
Prince, M. and Priporas, C. 2015. Continuities in marketing sensing. in: Prince, M. and Priporas, C. (ed.) Market Sensing Today New York Business Experts Press. pp. 1-18Exploring the negotiation thesis application among ski resort tourists: a segmentation approach
Vassiliadis, C., Bellou, V., Priporas, C. and Andronikidis, A. 2018. Exploring the negotiation thesis application among ski resort tourists: a segmentation approach. Journal of Hospitality and Tourism Research. 42 (5), pp. 716-739. https://doi.org/10.1177/1096348015597030Does social exclusion influence multiple channel use? The interconnections with community, happiness, and well-being
Dennis, C., Alamanos, E., Papagiannidis, S. and Bourlakis, M. 2016. Does social exclusion influence multiple channel use? The interconnections with community, happiness, and well-being. Journal of Business Research. 69 (3), pp. 1061-1070. https://doi.org/10.1016/j.jbusres.2015.08.019Pirates of the web: the curse of illegal downloading
Dilmperi, A., King, T. and Dennis, C. 2011. Pirates of the web: the curse of illegal downloading. Journal of Retailing and Consumer Services. 18 (2), pp. 132-140. https://doi.org/10.1016/j.jretconser.2010.12.004